Evidence map›Paper›PMID 41639120›Full record

ArticleNature communications2026

Decoding efficacy and resistance space at a drug binding site.

Simone Altmann, Cesar Mendoza-Martinez, Melanie Ridgway, Michele Tinti, Jagmohan S Saini, Peter E G F Ibrahim, Michael Thomas, Manu De Rycker, Michael J Bodkin, David Horn

Abstract read
In one paragraph

Article in Nature communications, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

2 citing papers in PubMed.

  1. Article
  2. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

10 authors.

Simone AltmannWellcome Centre for Anti-Infectives Research, Faculty of Life Sciences, University of Dundee, Dundee, UK.ORCID 0000-0001-8268-0916
Cesar Mendoza-MartinezWellcome Centre for Anti-Infectives Research, Faculty of Life Sciences, University of Dundee, Dundee, UK.ORCID 0000-0003-3439-9809
Melanie RidgwayWellcome Centre for Anti-Infectives Research, Faculty of Life Sciences, University of Dundee, Dundee, UK.ORCID 0000-0002-6763-2366
Michele TintiWellcome Centre for Anti-Infectives Research, Faculty of Life Sciences, University of Dundee, Dundee, UK.ORCID 0000-0002-0051-017X
Jagmohan S SainiWellcome Centre for Anti-Infectives Research, Faculty of Life Sciences, University of Dundee, Dundee, UK.
Peter E G F IbrahimWellcome Centre for Anti-Infectives Research, Faculty of Life Sciences, University of Dundee, Dundee, UK.ORCID 0009-0001-8774-1068
Michael ThomasWellcome Centre for Anti-Infectives Research, Faculty of Life Sciences, University of Dundee, Dundee, UK.ORCID 0000-0003-0377-0281
Manu De RyckerWellcome Centre for Anti-Infectives Research, Faculty of Life Sciences, University of Dundee, Dundee, UK.ORCID 0000-0002-3171-3519
Michael J BodkinWellcome Centre for Anti-Infectives Research, Faculty of Life Sciences, University of Dundee, Dundee, UK.
David HornWellcome Centre for Anti-Infectives Research, Faculty of Life Sciences, University of Dundee, Dundee, UK. d.horn@dundee.ac.uk.ORCID 0000-0001-5173-9284

Funding

Wellcome Trust (Wellcome) 217105/Z/19/ZWellcome Trust (Wellcome) 223608/Z/21/Z
6 · The paper itself

Abstract

Assessing and understanding the impacts of all possible mutations at a drug binding site remain challenging. Here we use multiplex oligo targeting for mutational profiling, and computational modelling, to decode efficacy and resistance space at the otherwise native binding site for an anti-trypanosomal proteasome inhibitor. We saturation-edit twenty codons in the Trypanosoma brucei proteasome and subject the resulting libraries to stepwise drug selection and codon variant scoring, yielding dose-response profiles for >100 resistance-conferring mutants. Codon variant scores are predictive of relative resistance observed using a bespoke set of mutants, while fitness profiling reveals otherwise extensive constraints on mutational fitness and resistance space. The resistance profile is predictive of routes to spontaneous drug resistance observed within 'accessible', single nucleotide mutational space, while in silico predictions are closely aligned with impacts on drug resistance observed in cellulo. Thus, multiplex oligo targeting facilitates assessment of all possible mutations at a drug binding site.

Indexed as

Drug ResistanceProteasome Endopeptidase ComplexProteasome InhibitorsTrypanocidal AgentsTrypanosoma brucei bruceiBinding SitesCodonModels, MolecularMutationCodonProteasome Endopeptidase ComplexProteasome InhibitorsTrypanocidal Agents

Identifiers

PMID41639120
PMCPMC12979731

What OpenQuestion holds

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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.